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We present a new approach to enhancing Answer Set Programming (ASP) with Constraint Processing techniques which allows for solving interesting Constraint Satisfaction Problems in ASP. We show how constraints on finite domains can be…

计算机科学中的逻辑 · 计算机科学 2010-07-26 Christian Drescher , Toby Walsh

A widely adopted approach to solving constraint satisfaction problems combines systematic tree search with constraint propagation for pruning the search space. Constraint propagation is performed by propagators implementing a certain notion…

人工智能 · 计算机科学 2007-05-23 Chiu Wo Choi , Warwick Harvey , Jimmy Ho-Man Lee , Peter J. Stuckey

We introduce statistical constraints, a declarative modelling tool that links statistics and constraint programming. We discuss two statistical constraints and some associated filtering algorithms. Finally, we illustrate applications to…

人工智能 · 计算机科学 2014-09-09 Roberto Rossi , Steven Prestwich , S. Armagan Tarim

Inference methods are often formulated as variational approximations: these approximations allow easy evaluation of statistics by marginalization or linear response, but these estimates can be inconsistent. We show that by introducing…

机器学习 · 统计学 2017-04-27 Jack Raymond , Federico Ricci-Tersenghi

In this paper we propose some very promissing results in interval arithmetics which permit to build well-defined arithmetics including distributivity of multiplication and division according addition and substraction. Thus, it allows to…

数值分析 · 计算机科学 2011-07-20 Nicolas Goze , Michel Goze , Abdel Kenoufi , Elisabeth Remm

In this paper we present the set of intervals as a normed vector space. We define also a four-dimensional associative algebra whose product gives the product of intervals in any cases. This approach allows to give a notion of divisibility…

数值分析 · 计算机科学 2009-10-22 Nicolas Goze , Elisabeth Remm

We show that global constraints on finite domains like all-different can be reformulated into answer set programs on which we achieve arc, bound or range consistency. These reformulations offer a number of other advantages beyond providing…

计算机科学中的逻辑 · 计算机科学 2010-08-31 Christian Drescher , Toby Walsh

Cumulative constraints are central in scheduling with constraint programming, yet propagation is typically performed per constraint, missing multi-resource interactions and causing severe slowdowns on some benchmarks. I present a…

人工智能 · 计算机科学 2026-02-18 Konstantin Sidorov

Counting integer solutions of linear constraints has found interesting applications in various fields. It is equivalent to the problem of counting lattice points inside a polytope. However, state-of-the-art algorithms for this problem…

数据结构与算法 · 计算机科学 2023-12-15 Cunjing Ge

Social science researchers are generally accustomed to treating ordinal variables as though they are continuous. In this paper, we consider how identification constraints in ordinal factor analysis can mimic the treatment of ordinal…

统计方法学 · 统计学 2026-01-09 Edgar C. Merkle , Sonja D. Winter , Ellen Fitzsimmons

New measures for the quantization of systems with constraints are discussed and applied to several examples, in particular, examples of alternative but equivalent formulations of given first-class constraints, as well as a comparison of…

量子物理 · 物理学 2007-05-23 John R. Klauder

In many high-dimensional problems,polynomial-time algorithms fall short of achieving the statistical limits attainable without computational constraints. A powerful approach to probe the limits of polynomial-time algorithms is to study the…

统计理论 · 数学 2025-07-11 Bertrand Even , Christophe Giraud , Nicolas Verzelen

In this article, we propose an interval constraint programming method for globally solving catalog-based categorical optimization problems. It supports catalogs of arbitrary size and properties of arbitrary dimension, and does not require…

最优化与控制 · 数学 2024-01-23 Charlie Vanaret

Interval calculus is a relatively new branch of mathematics. Initially understood as a set of tools to assess the quality of numerical calculations (rigorous control of rounding errors), it became a discipline in its own rights today.…

数据分析、统计与概率 · 物理学 2007-05-23 Marek W. Gutowski

We discuss here constraint programming (CP) by using a proof-theoretic perspective. To this end we identify three levels of abstraction. Each level sheds light on the essence of CP. In particular, the highest level allows us to bring CP…

编程语言 · 计算机科学 2007-05-23 Krzysztof R. Apt

As developers of libraries implementing interval arithmetic, we faced the same difficulties when it comes to testing our libraries. What must be tested? How can we devise relevant test cases for unit testing? How can we ensure a high (and…

数学软件 · 计算机科学 2023-07-17 Luis Benet , Luca Ferranti , Nathalie Revol

Complex interval arithmetic is a powerful tool for the analysis of computational errors. The naturally arising rectangular, polar, and circular (together called primitive) interval types are not closed under simple arithmetic operations,…

数值分析 · 数学 2024-02-20 Gábor Geréb , András Sándor

As developers of libraries implementing interval arithmetic, we faced the same difficulties when it came to testing our libraries. What must be tested? How can we devise relevant test cases for unit testing? How can we ensure a high (and…

数值分析 · 数学 2022-05-25 Nathalie Revol , Luis Benet , Luca Ferranti , Sergei Zhilin

We classify, according to their computational complexity, integer optimization problems whose constraints and objective functions are polynomials with integer coefficients and the number of variables is fixed. For the optimization of an…

最优化与控制 · 数学 2017-01-03 Jesús A. De Loera , Raymond Hemmecke , Matthias Köppe , Robert Weismantel

Regression models are essential for a wide range of real-world applications. However, in practice, target values are not always precisely known; instead, they may be represented as intervals of acceptable values. This challenge has led to…

机器学习 · 计算机科学 2025-12-08 Tung L Nguyen , Toby Dylan Hocking